This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

**Table 1.** Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

Model: LB_fit_3pH
Model Run: Gen4int_indcomp_swhsR_FULL_pHB4pars_re0full_altwt_2xcvSEo_thru2024_5e+05_noSEoR_2025-12-07 (Naming convention: modelname_thruYEAR_iters_rundate)
Proportion of parmaters converged (Rhat <= 1.1): 0.9979
See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 20.- Residuals from logbook harvests.

SWHS residuals

Figure 21.- Residuals from SWHS harvests.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 23.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.4612245

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.08 while 0.92 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_slope	11	22	2	0.098	0.074	0.013	0.326	1.013	0.085	0.283	CSEO
p_black	11	23	2	0.868	0.904	0.572	0.985	1.012	0.112	-0.322	CSEO
p_pelagic	13	1	1	0.269	0.249	0.064	0.570	1.040	0.134	0.149	NSEI
p_pelagic	13	1	2	0.110	0.093	0.020	0.298	1.036	0.074	0.230	NSEI
p_yellow	13	1	1	0.394	0.356	0.128	0.926	1.048	0.191	0.199	NSEI
p_yellow	13	1	2	0.397	0.359	0.127	0.929	1.053	0.193	0.197	NSEI
p_pelagic	13	10	1	0.294	0.278	0.081	0.591	1.021	0.134	0.119	NSEI
p_pelagic	13	10	2	0.120	0.107	0.028	0.293	1.030	0.069	0.188	NSEI
p_yellow	13	10	1	0.396	0.356	0.126	0.923	1.046	0.194	0.206	NSEI
p_yellow	13	10	2	0.398	0.355	0.126	0.929	1.046	0.195	0.221	NSEI
p_pelagic	13	11	1	0.294	0.278	0.090	0.570	1.023	0.129	0.124	NSEI
p_pelagic	13	11	2	0.122	0.107	0.029	0.296	1.021	0.070	0.216	NSEI
p_yellow	13	11	1	0.396	0.357	0.133	0.926	1.041	0.193	0.202	NSEI
p_yellow	13	11	2	0.394	0.356	0.132	0.926	1.039	0.195	0.195	NSEI
p_pelagic	13	12	1	0.305	0.289	0.097	0.591	1.012	0.130	0.123	NSEI
p_pelagic	13	12	2	0.125	0.111	0.031	0.298	1.024	0.071	0.197	NSEI
p_yellow	13	12	1	0.395	0.353	0.126	0.934	1.044	0.195	0.216	NSEI
p_yellow	13	12	2	0.394	0.356	0.127	0.930	1.040	0.193	0.196	NSEI
p_pelagic	13	13	1	0.309	0.296	0.099	0.594	1.021	0.129	0.101	NSEI
p_pelagic	13	13	2	0.129	0.113	0.031	0.312	1.020	0.073	0.220	NSEI
p_yellow	13	13	1	0.393	0.352	0.127	0.932	1.036	0.194	0.211	NSEI
p_yellow	13	13	2	0.395	0.357	0.123	0.932	1.040	0.194	0.196	NSEI
p_pelagic	13	14	1	0.301	0.290	0.107	0.561	1.013	0.120	0.092	NSEI
p_pelagic	13	14	2	0.129	0.115	0.035	0.302	1.022	0.070	0.201	NSEI
p_yellow	13	14	1	0.395	0.361	0.128	0.920	1.040	0.193	0.176	NSEI
p_yellow	13	14	2	0.397	0.356	0.133	0.925	1.036	0.194	0.211	NSEI
p_pelagic	13	15	1	0.274	0.258	0.092	0.522	1.018	0.114	0.141	NSEI
p_pelagic	13	15	2	0.126	0.112	0.035	0.297	1.024	0.068	0.207	NSEI
p_yellow	13	15	1	0.390	0.351	0.125	0.931	1.038	0.193	0.202	NSEI
p_yellow	13	15	2	0.392	0.350	0.131	0.919	1.045	0.194	0.216	NSEI
p_pelagic	13	16	2	0.137	0.123	0.039	0.310	1.015	0.071	0.198	NSEI
p_yellow	13	16	1	0.391	0.353	0.126	0.929	1.035	0.194	0.195	NSEI
p_yellow	13	16	2	0.398	0.359	0.127	0.925	1.038	0.193	0.202	NSEI
p_pelagic	13	17	2	0.142	0.127	0.041	0.319	1.014	0.072	0.207	NSEI
p_yellow	13	17	1	0.394	0.357	0.131	0.933	1.046	0.193	0.192	NSEI
p_yellow	13	17	2	0.393	0.353	0.130	0.927	1.043	0.192	0.208	NSEI
p_yellow	13	18	1	0.395	0.358	0.124	0.931	1.036	0.195	0.190	NSEI
p_yellow	13	18	2	0.397	0.359	0.131	0.929	1.043	0.193	0.197	NSEI
p_pelagic	13	19	1	0.338	0.330	0.140	0.591	1.010	0.117	0.069	NSEI
p_yellow	13	19	1	0.392	0.354	0.124	0.927	1.042	0.195	0.195	NSEI
p_yellow	13	19	2	0.396	0.356	0.130	0.923	1.044	0.194	0.206	NSEI
p_pelagic	13	2	1	0.269	0.250	0.065	0.573	1.033	0.134	0.141	NSEI
p_pelagic	13	2	2	0.109	0.093	0.022	0.288	1.037	0.071	0.226	NSEI
p_yellow	13	2	1	0.390	0.346	0.130	0.939	1.042	0.195	0.226	NSEI
p_yellow	13	2	2	0.398	0.358	0.127	0.926	1.038	0.194	0.206	NSEI
p_yellow	13	20	1	0.391	0.352	0.126	0.930	1.042	0.193	0.203	NSEI
p_yellow	13	20	2	0.395	0.358	0.130	0.924	1.047	0.191	0.193	NSEI
p_yellow	13	21	1	0.394	0.358	0.127	0.928	1.044	0.191	0.188	NSEI
p_yellow	13	21	2	0.396	0.353	0.122	0.934	1.042	0.195	0.221	NSEI
p_yellow	13	22	1	0.393	0.354	0.127	0.922	1.043	0.194	0.201	NSEI
p_yellow	13	22	2	0.397	0.358	0.133	0.927	1.043	0.193	0.202	NSEI
p_yellow	13	23	1	0.356	0.313	0.098	0.915	1.047	0.194	0.221	NSEI
p_yellow	13	23	2	0.446	0.417	0.150	0.939	1.038	0.192	0.151	NSEI
p_yellow	13	24	1	0.361	0.321	0.096	0.905	1.039	0.197	0.203	NSEI
p_yellow	13	24	2	0.447	0.418	0.155	0.934	1.032	0.192	0.151	NSEI
p_yellow	13	25	1	0.363	0.320	0.106	0.906	1.044	0.193	0.223	NSEI
p_yellow	13	25	2	0.441	0.413	0.155	0.926	1.027	0.192	0.146	NSEI
p_yellow	13	26	1	0.353	0.311	0.102	0.898	1.045	0.191	0.220	NSEI
p_yellow	13	26	2	0.439	0.408	0.155	0.933	1.030	0.191	0.162	NSEI
p_yellow	13	27	1	0.346	0.305	0.096	0.886	1.044	0.190	0.216	NSEI
p_yellow	13	27	2	0.436	0.404	0.151	0.924	1.028	0.191	0.168	NSEI
p_yellow	13	28	1	0.354	0.315	0.103	0.865	1.047	0.184	0.212	NSEI
p_yellow	13	28	2	0.438	0.413	0.150	0.897	1.028	0.187	0.133	NSEI
p_yellow	13	29	1	0.341	0.304	0.105	0.826	1.036	0.178	0.208	NSEI
p_yellow	13	29	2	0.434	0.411	0.153	0.875	1.027	0.179	0.128	NSEI
p_pelagic	13	3	1	0.272	0.254	0.067	0.568	1.040	0.135	0.134	NSEI
p_pelagic	13	3	2	0.110	0.091	0.022	0.299	1.031	0.072	0.265	NSEI
p_yellow	13	3	1	0.395	0.356	0.126	0.926	1.042	0.195	0.200	NSEI
p_yellow	13	3	2	0.393	0.352	0.129	0.930	1.053	0.195	0.210	NSEI
p_pelagic	13	4	1	0.273	0.254	0.066	0.571	1.040	0.133	0.143	NSEI
p_pelagic	13	4	2	0.110	0.094	0.023	0.287	1.030	0.071	0.226	NSEI
p_yellow	13	4	1	0.395	0.354	0.137	0.925	1.052	0.194	0.211	NSEI
p_yellow	13	4	2	0.400	0.365	0.131	0.922	1.045	0.192	0.182	NSEI
p_pelagic	13	5	1	0.278	0.261	0.074	0.569	1.027	0.133	0.128	NSEI
p_pelagic	13	5	2	0.112	0.095	0.023	0.292	1.044	0.070	0.243	NSEI
p_yellow	13	5	1	0.396	0.358	0.129	0.922	1.037	0.195	0.195	NSEI
p_yellow	13	5	2	0.396	0.362	0.128	0.927	1.042	0.192	0.177	NSEI
p_pelagic	13	6	1	0.279	0.261	0.075	0.594	1.036	0.134	0.134	NSEI
p_pelagic	13	6	2	0.112	0.097	0.024	0.291	1.045	0.070	0.214	NSEI
p_yellow	13	6	1	0.390	0.349	0.126	0.937	1.042	0.193	0.212	NSEI
p_yellow	13	6	2	0.401	0.363	0.126	0.934	1.045	0.196	0.194	NSEI
p_pelagic	13	7	1	0.281	0.262	0.071	0.577	1.032	0.132	0.143	NSEI
p_pelagic	13	7	2	0.114	0.099	0.026	0.290	1.030	0.069	0.218	NSEI
p_yellow	13	7	1	0.391	0.350	0.132	0.921	1.042	0.193	0.213	NSEI
p_yellow	13	7	2	0.397	0.361	0.125	0.928	1.041	0.193	0.187	NSEI
p_pelagic	13	8	1	0.287	0.271	0.080	0.586	1.027	0.134	0.119	NSEI
p_pelagic	13	8	2	0.115	0.099	0.027	0.294	1.029	0.070	0.228	NSEI
p_yellow	13	8	1	0.397	0.362	0.124	0.926	1.039	0.196	0.179	NSEI
p_yellow	13	8	2	0.399	0.362	0.129	0.922	1.039	0.195	0.190	NSEI
p_pelagic	13	9	1	0.290	0.275	0.084	0.567	1.032	0.130	0.115	NSEI
p_pelagic	13	9	2	0.118	0.103	0.027	0.298	1.034	0.071	0.213	NSEI
p_yellow	13	9	1	0.396	0.355	0.125	0.931	1.040	0.196	0.210	NSEI
p_yellow	13	9	2	0.397	0.360	0.131	0.926	1.041	0.194	0.191	NSEI
p_pelagic	16	1	1	0.370	0.359	0.133	0.652	1.031	0.138	0.080	SSEO
p_pelagic	16	1	2	0.347	0.337	0.128	0.628	1.023	0.132	0.076	SSEO
p_pelagic	16	10	1	0.374	0.365	0.141	0.657	1.027	0.134	0.067	SSEO
p_pelagic	16	10	2	0.352	0.337	0.127	0.628	1.020	0.133	0.113	SSEO
p_pelagic	16	11	1	0.372	0.366	0.146	0.638	1.024	0.132	0.045	SSEO
p_pelagic	16	11	2	0.354	0.344	0.139	0.639	1.020	0.132	0.076	SSEO
p_pelagic	16	12	1	0.377	0.369	0.146	0.662	1.022	0.135	0.059	SSEO
p_pelagic	16	12	2	0.354	0.344	0.133	0.628	1.022	0.132	0.076	SSEO
p_pelagic	16	13	1	0.377	0.368	0.155	0.652	1.026	0.130	0.069	SSEO
p_pelagic	16	13	2	0.356	0.350	0.134	0.625	1.018	0.130	0.046	SSEO
p_pelagic	16	14	1	0.366	0.356	0.145	0.642	1.017	0.131	0.076	SSEO
p_pelagic	16	14	2	0.356	0.348	0.141	0.624	1.022	0.128	0.063	SSEO
p_pelagic	16	15	1	0.369	0.360	0.152	0.638	1.017	0.125	0.072	SSEO
p_pelagic	16	15	2	0.360	0.350	0.150	0.630	1.016	0.125	0.080	SSEO
p_pelagic	16	16	1	0.363	0.356	0.152	0.627	1.018	0.126	0.056	SSEO
p_pelagic	16	16	2	0.362	0.351	0.146	0.624	1.014	0.127	0.087	SSEO
p_pelagic	16	17	1	0.424	0.418	0.192	0.677	1.013	0.127	0.047	SSEO
p_pelagic	16	17	2	0.380	0.369	0.156	0.650	1.014	0.130	0.085	SSEO
p_pelagic	16	18	1	0.403	0.397	0.179	0.662	1.016	0.125	0.048	SSEO
p_pelagic	16	18	2	0.379	0.369	0.155	0.648	1.013	0.130	0.077	SSEO
p_pelagic	16	19	1	0.394	0.385	0.174	0.655	1.015	0.125	0.072	SSEO
p_pelagic	16	2	1	0.368	0.357	0.139	0.655	1.022	0.138	0.080	SSEO
p_pelagic	16	2	2	0.349	0.336	0.125	0.630	1.017	0.133	0.098	SSEO
p_pelagic	16	21	2	0.380	0.375	0.170	0.627	1.012	0.121	0.041	SSEO
p_pelagic	16	3	1	0.371	0.364	0.138	0.647	1.028	0.136	0.051	SSEO
p_pelagic	16	3	2	0.348	0.340	0.122	0.626	1.026	0.133	0.060	SSEO
p_pelagic	16	4	1	0.367	0.353	0.133	0.658	1.020	0.138	0.102	SSEO
p_pelagic	16	4	2	0.352	0.342	0.129	0.631	1.017	0.132	0.076	SSEO
p_pelagic	16	5	1	0.372	0.363	0.136	0.659	1.018	0.135	0.067	SSEO
p_pelagic	16	5	2	0.351	0.343	0.130	0.626	1.024	0.131	0.061	SSEO
p_pelagic	16	6	1	0.372	0.365	0.133	0.655	1.022	0.136	0.051	SSEO
p_pelagic	16	6	2	0.348	0.336	0.131	0.628	1.021	0.132	0.091	SSEO
p_pelagic	16	7	1	0.370	0.360	0.139	0.645	1.023	0.135	0.074	SSEO
p_pelagic	16	7	2	0.351	0.340	0.129	0.628	1.022	0.133	0.083	SSEO
p_pelagic	16	8	1	0.371	0.362	0.145	0.652	1.019	0.135	0.067	SSEO
p_pelagic	16	8	2	0.353	0.340	0.136	0.631	1.025	0.132	0.098	SSEO
p_pelagic	16	9	1	0.372	0.362	0.143	0.662	1.021	0.135	0.074	SSEO
p_pelagic	16	9	2	0.353	0.344	0.133	0.628	1.019	0.130	0.069	SSEO
p_black	8	40	1	0.461	0.413	0.345	0.960	1.168	0.159	0.302	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	area
beta2_pH	10	3	0.302	0.225	0.099	0.931	1.202	0.352	0.219	northeast
beta0_pH	11	1	0.136	0.140	-0.409	0.676	1.101	0.280	-0.014	CSEO
beta2_pH	11	1	0.477	0.391	0.206	1.237	1.129	0.306	0.281	CSEO
beta0_pelagic	13		-1.246	-1.179	-2.637	-0.202	1.108	0.633	-0.106	NSEI
beta1_pelagic	13		3.399	3.406	1.738	4.884	1.108	0.802	-0.009	NSEI
beta1_yellow	13		0.917	0.717	0.023	3.865	1.142	0.892	0.224	NSEI
beta0_pH	15	4	0.708	0.813	-0.810	1.599	1.228	0.687	-0.153	SSEI
beta1_pH	15	4	1.063	0.977	0.115	2.645	1.203	0.754	0.114	SSEI
tau_beta2_pH	2	3	0.269	0.112	0.041	1.226	1.173	1.010	0.155	NG
tau_beta1_pH	3	4	4.207	0.441	0.011	34.738	1.124	10.280	0.366	PWSI
beta2_pH	8	1	0.573	0.278	0.104	3.388	1.231	1.067	0.276	afognak
beta0_H	8		6.501	6.277	-20.023	29.978	1.135	38.526	0.006	afognak

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	405.00	205.00	925.00	324.00
Prop. of total	0.66	0.34	0.74	0.26
Prop. median less than 1	0.29	0.22	0.34	0.42
Prop. median less than 10	0.38	0.54	0.54	0.72
Prop. median less than 50	0.52	0.79	0.67	0.78
Median of the median values	41.45	7.74	6.40	1.80
Mean of the median values	440.82	277.07	298.53	140.67
Mean skew of posteriors	0.25	0.29	0.27	0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	1.00	5.00	48.00	36.00
Prop. of total	0.17	0.83	0.57	0.43
Prop. median less than 1	0.00	0.40	0.77	0.58
Prop. median less than 10	0.00	0.80	0.85	0.89
Prop. median less than 50	0.00	1.00	0.96	0.89
Median of the median values	1,866.71	2.41	0.01	0.25
Mean of the median values	1,866.71	9.87	13.21	13.64
Mean skew of posteriors	0.30	0.20	0.14	0.18

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta0_H	1
beta0_pH	1
beta1_pH	1
beta1_yellow	1
beta2_pH	3
eps_bl	1
H_ay	1
H_ayu	1
Hb_ay	2
Hb_ayg	1
Hb_ayu	1
Ho_ayg	1
Hp_ay	1
Hp_ayu	1
Hs_ayu	3
Hy_ayg	2
p_black	1
p_slope	1
R_ay	1
R_ayg	2
R_ayu	4
Rb_ay	1
Rb_ayg	3
Rb_ayu	4
Rd_ay	4
Rd_ayg	6
Rd_ayu	3
re_black	1
re_pH	1
Ro_ay	5
Ro_ayg	7
Ro_ayu	26
Rp_ay	1
Rp_ayg	2
Rp_ayu	4
Rs_ayu	8
Ry_ay	12
Ry_ayg	4
Ry_ayu	23
tau_beta1_pH	1
tau_beta2_pH	1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.016	0.070	-0.147	-0.020	0.125
mu_bc_H[2]	0.074	0.054	-0.025	0.073	0.183
mu_bc_H[3]	-0.269	0.067	-0.394	-0.271	-0.134
mu_bc_H[4]	-0.929	0.184	-1.305	-0.926	-0.578
mu_bc_H[5]	1.323	1.141	0.067	1.053	4.172
mu_bc_H[6]	-2.401	0.317	-3.026	-2.406	-1.776
mu_bc_H[7]	-0.452	0.099	-0.651	-0.449	-0.264
mu_bc_H[8]	0.258	0.366	-0.351	0.220	1.084
mu_bc_H[9]	-0.248	0.123	-0.490	-0.250	-0.004
mu_bc_H[10]	0.059	0.065	-0.060	0.055	0.194
mu_bc_H[11]	-0.125	0.037	-0.199	-0.125	-0.056
mu_bc_H[12]	-0.251	0.107	-0.476	-0.246	-0.045
mu_bc_H[13]	-0.152	0.072	-0.287	-0.153	-0.003
mu_bc_H[14]	-0.299	0.090	-0.474	-0.296	-0.126
mu_bc_H[15]	-0.326	0.046	-0.415	-0.326	-0.232
mu_bc_H[16]	-0.167	0.374	-0.793	-0.198	0.625
mu_bc_R[1]	1.042	0.121	0.798	1.044	1.271
mu_bc_R[2]	1.011	0.078	0.847	1.012	1.160
mu_bc_R[3]	0.225	0.089	0.044	0.227	0.404
mu_bc_R[4]	0.655	0.199	0.245	0.663	1.028
mu_bc_R[5]	1.666	0.363	0.977	1.658	2.404
mu_bc_R[6]	-1.436	0.338	-2.087	-1.448	-0.759
mu_bc_R[7]	0.517	0.167	0.180	0.517	0.840
mu_bc_R[8]	0.640	0.146	0.361	0.639	0.927
mu_bc_R[9]	0.378	0.168	0.034	0.383	0.682
mu_bc_R[10]	0.895	0.101	0.695	0.896	1.098
mu_bc_R[11]	1.110	0.075	0.963	1.111	1.260
mu_bc_R[12]	0.892	0.163	0.566	0.894	1.220
mu_bc_R[13]	1.060	0.094	0.871	1.061	1.242
mu_bc_R[14]	0.865	0.120	0.620	0.864	1.091
mu_bc_R[15]	0.732	0.094	0.543	0.733	0.914
mu_bc_R[16]	1.264	0.115	1.035	1.265	1.489
tau_pH[1]	2.454	0.189	2.111	2.446	2.849
tau_pH[2]	1.582	0.149	1.307	1.577	1.881
tau_pH[3]	2.268	0.300	1.720	2.256	2.897
tau_pH[4]	1.048	0.142	0.792	1.041	1.348
tau_pH[5]	1.015	0.153	0.745	1.002	1.351
beta0_pH[1,1]	0.567	0.179	0.206	0.571	0.895
beta0_pH[2,1]	1.426	0.163	1.080	1.434	1.725
beta0_pH[3,1]	1.401	0.222	0.880	1.427	1.763
beta0_pH[4,1]	1.560	0.225	1.087	1.567	1.984
beta0_pH[5,1]	-0.834	0.380	-1.744	-0.797	-0.205
beta0_pH[6,1]	-0.541	0.435	-1.669	-0.437	0.032
beta0_pH[7,1]	0.752	0.011	0.732	0.752	0.774
beta0_pH[8,1]	-0.710	0.445	-1.920	-0.645	-0.004
beta0_pH[9,1]	-0.344	0.305	-1.071	-0.311	0.155
beta0_pH[10,1]	0.264	0.187	-0.156	0.279	0.596
beta0_pH[11,1]	0.136	0.280	-0.409	0.140	0.676
beta0_pH[12,1]	0.646	0.195	0.240	0.651	1.004
beta0_pH[13,1]	-0.655	0.149	-0.967	-0.647	-0.376
beta0_pH[14,1]	0.015	0.171	-0.333	0.018	0.343
beta0_pH[15,1]	0.048	0.198	-0.381	0.067	0.390
beta0_pH[16,1]	-0.866	0.202	-1.294	-0.855	-0.501
beta0_pH[1,2]	2.567	0.082	2.410	2.566	2.729
beta0_pH[2,2]	3.079	0.022	3.036	3.079	3.122
beta0_pH[3,2]	3.626	0.041	3.548	3.627	3.704
beta0_pH[4,2]	2.936	0.019	2.899	2.936	2.974
beta0_pH[5,2]	4.555	1.509	2.774	4.267	7.977
beta0_pH[6,2]	3.324	0.158	3.028	3.320	3.644
beta0_pH[7,2]	2.023	0.049	1.931	2.022	2.123
beta0_pH[8,2]	2.824	0.066	2.698	2.823	2.955
beta0_pH[9,2]	3.961	0.208	3.569	3.948	4.387
beta0_pH[10,2]	4.002	0.129	3.753	4.002	4.254
beta0_pH[11,2]	1.888	0.009	1.871	1.888	1.906
beta0_pH[12,2]	1.803	0.068	1.676	1.802	1.940
beta0_pH[13,2]	2.498	0.026	2.446	2.498	2.549
beta0_pH[14,2]	1.805	0.025	1.757	1.804	1.854
beta0_pH[15,2]	2.550	0.017	2.518	2.550	2.584
beta0_pH[16,2]	2.776	0.025	2.728	2.776	2.826
beta0_pH[1,3]	0.686	0.614	-1.059	0.876	1.372
beta0_pH[2,3]	2.126	0.018	2.093	2.126	2.160
beta0_pH[3,3]	2.690	0.024	2.644	2.689	2.738
beta0_pH[4,3]	2.981	0.034	2.914	2.980	3.048
beta0_pH[5,3]	3.745	2.598	0.873	3.065	10.672
beta0_pH[6,3]	1.255	0.327	0.686	1.239	1.952
beta0_pH[7,3]	0.856	0.049	0.761	0.856	0.952
beta0_pH[8,3]	0.287	0.120	0.026	0.294	0.507
beta0_pH[9,3]	-2.863	1.118	-5.347	-2.717	-0.977
beta0_pH[10,3]	-0.913	0.906	-2.976	-0.783	0.568
beta0_pH[11,3]	-0.194	11.722	-23.349	-0.226	23.099
beta0_pH[12,3]	0.025	11.859	-22.477	0.104	23.377
beta0_pH[13,3]	-0.027	11.604	-22.397	0.112	23.104
beta0_pH[14,3]	0.001	11.692	-22.808	0.065	23.858
beta0_pH[15,3]	-0.098	11.782	-22.650	0.031	23.085
beta0_pH[16,3]	-0.023	11.621	-22.980	-0.100	23.677
beta0_pH[11,4]	1.594	0.636	0.236	1.626	2.816
beta0_pH[12,4]	1.505	1.077	-0.987	1.500	3.559
beta0_pH[13,4]	1.983	0.804	0.114	2.075	3.290
beta0_pH[14,4]	0.708	0.613	-0.697	0.759	1.737
beta0_pH[15,4]	0.708	0.687	-0.810	0.813	1.599
beta0_pH[16,4]	1.308	0.815	-0.540	1.384	2.732
beta0_pH[11,5]	1.287	0.105	1.104	1.280	1.511
beta0_pH[12,5]	-2.302	0.428	-3.232	-2.260	-1.582
beta0_pH[13,5]	0.761	0.055	0.660	0.757	0.878
beta0_pH[14,5]	0.643	0.237	0.209	0.633	1.139
beta0_pH[15,5]	2.200	0.417	1.576	2.129	3.269
beta0_pH[16,5]	-0.769	0.068	-0.895	-0.772	-0.632
beta1_pH[1,1]	2.543	0.493	1.745	2.476	3.709
beta1_pH[2,1]	1.562	0.304	0.999	1.558	2.194
beta1_pH[3,1]	1.800	0.442	1.103	1.735	2.944
beta1_pH[4,1]	1.930	0.475	1.178	1.859	3.183
beta1_pH[5,1]	2.357	0.483	1.551	2.315	3.481
beta1_pH[6,1]	2.295	0.898	1.156	2.045	4.493
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.814	1.063	1.284	2.524	4.845
beta1_pH[9,1]	2.178	0.681	1.199	2.044	4.003
beta1_pH[10,1]	2.143	0.329	1.570	2.120	2.856
beta1_pH[11,1]	3.207	0.438	2.393	3.189	4.113
beta1_pH[12,1]	2.880	0.290	2.331	2.885	3.456
beta1_pH[13,1]	3.454	0.245	2.978	3.446	3.955
beta1_pH[14,1]	2.835	0.303	2.252	2.828	3.455
beta1_pH[15,1]	2.407	0.271	1.898	2.400	2.953
beta1_pH[16,1]	4.029	0.290	3.497	4.017	4.632
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	3.457	1.670	1.214	3.008	7.467
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	4.905	2.361	2.150	4.132	11.485
beta1_pH[9,3]	8.411	2.646	4.119	8.050	14.187
beta1_pH[10,3]	7.330	2.811	3.165	6.822	13.480
beta1_pH[11,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,4]	1.920	0.710	0.439	1.909	3.330
beta1_pH[12,4]	3.878	1.091	1.815	3.842	6.374
beta1_pH[13,4]	2.417	0.826	1.004	2.338	4.344
beta1_pH[14,4]	2.677	0.662	1.532	2.629	4.170
beta1_pH[15,4]	1.063	0.754	0.115	0.977	2.645
beta1_pH[16,4]	3.735	0.872	2.195	3.663	5.715
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	1.277	0.880	0.317	0.957	3.408
beta2_pH[2,1]	1.629	0.965	0.325	1.444	3.423
beta2_pH[3,1]	1.388	0.855	0.210	1.253	2.954
beta2_pH[4,1]	1.143	0.809	0.209	0.866	2.924
beta2_pH[5,1]	2.095	1.751	0.282	1.640	7.001
beta2_pH[6,1]	0.905	1.453	0.105	0.369	5.411
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	0.573	1.067	0.104	0.278	3.388
beta2_pH[9,1]	0.861	1.255	0.139	0.468	4.864
beta2_pH[10,1]	1.250	1.307	0.310	0.819	5.330
beta2_pH[11,1]	0.477	0.306	0.206	0.391	1.237
beta2_pH[12,1]	1.562	0.813	0.614	1.301	3.664
beta2_pH[13,1]	1.010	0.413	0.550	0.913	2.123
beta2_pH[14,1]	1.154	0.704	0.457	0.935	3.422
beta2_pH[15,1]	1.033	0.649	0.367	0.845	3.080
beta2_pH[16,1]	1.063	0.331	0.645	1.002	1.860
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	2.182	3.867	0.109	0.502	14.492
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	2.405	2.018	0.570	1.534	8.050
beta2_pH[9,3]	0.185	0.125	0.080	0.159	0.454
beta2_pH[10,3]	0.302	0.352	0.099	0.225	0.931
beta2_pH[11,3]	-8.289	6.039	-22.911	-7.075	-0.388
beta2_pH[12,3]	-8.520	6.065	-22.945	-7.306	-0.458
beta2_pH[13,3]	-8.395	6.047	-22.721	-7.127	-0.450
beta2_pH[14,3]	-8.377	6.011	-22.500	-7.092	-0.375
beta2_pH[15,3]	-8.414	6.057	-22.816	-7.182	-0.357
beta2_pH[16,3]	-8.389	6.032	-22.820	-7.164	-0.426
beta2_pH[11,4]	-5.097	4.179	-16.487	-3.821	-0.696
beta2_pH[12,4]	-5.655	4.202	-16.728	-4.485	-0.950
beta2_pH[13,4]	-4.943	4.235	-17.160	-3.446	-0.738
beta2_pH[14,4]	-4.958	4.041	-16.033	-3.552	-0.864
beta2_pH[15,4]	-5.425	4.243	-16.946	-4.132	-0.856
beta2_pH[16,4]	-5.411	3.957	-16.358	-4.110	-1.318
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	34.982	1.123	32.872	35.003	37.377
beta3_pH[2,1]	32.543	1.324	30.144	32.493	35.355
beta3_pH[3,1]	33.052	1.418	30.467	32.990	36.288
beta3_pH[4,1]	32.621	1.930	29.686	32.376	37.245
beta3_pH[5,1]	27.537	1.081	25.857	27.445	30.339
beta3_pH[6,1]	33.785	3.435	27.030	33.396	41.485
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	36.142	3.846	28.749	36.429	42.741
beta3_pH[9,1]	32.652	3.020	27.725	32.132	39.806
beta3_pH[10,1]	32.470	1.160	30.252	32.479	34.787
beta3_pH[11,1]	31.259	1.086	29.256	31.285	33.360
beta3_pH[12,1]	30.814	0.472	29.865	30.828	31.712
beta3_pH[13,1]	31.411	0.516	30.457	31.422	32.463
beta3_pH[14,1]	32.492	0.770	31.157	32.449	34.094
beta3_pH[15,1]	30.896	0.824	29.292	30.915	32.487
beta3_pH[16,1]	30.129	0.342	29.453	30.125	30.800
beta3_pH[1,2]	34.667	5.433	25.449	34.875	43.445
beta3_pH[2,2]	34.218	5.416	25.464	34.168	43.495
beta3_pH[3,2]	30.525	7.237	18.726	30.527	42.452
beta3_pH[4,2]	30.489	7.182	18.753	30.296	42.493
beta3_pH[5,2]	30.606	7.212	18.604	30.769	42.365
beta3_pH[6,2]	30.290	7.160	18.794	30.173	42.166
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	39.804	2.563	33.328	40.153	43.722
beta3_pH[2,3]	34.499	5.443	25.541	34.406	43.439
beta3_pH[3,3]	30.600	7.126	18.630	30.495	42.389
beta3_pH[4,3]	30.433	7.254	18.531	30.234	42.332
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	42.144	0.847	40.988	41.885	43.878
beta3_pH[9,3]	35.897	1.609	34.525	35.282	40.565
beta3_pH[10,3]	37.862	2.568	34.628	37.135	43.445
beta3_pH[11,3]	38.465	2.592	34.171	38.479	42.737
beta3_pH[12,3]	38.546	2.563	34.259	38.606	42.777
beta3_pH[13,3]	38.431	2.629	34.160	38.390	42.783
beta3_pH[14,3]	38.453	2.558	34.218	38.423	42.688
beta3_pH[15,3]	38.521	2.610	34.228	38.524	42.817
beta3_pH[16,3]	38.463	2.604	34.247	38.477	42.790
beta3_pH[11,4]	40.501	1.192	38.200	40.417	43.082
beta3_pH[12,4]	42.185	0.730	40.348	42.371	43.027
beta3_pH[13,4]	40.815	0.986	38.985	40.823	42.915
beta3_pH[14,4]	40.174	0.711	38.836	40.136	41.587
beta3_pH[15,4]	41.475	1.490	37.677	41.636	43.817
beta3_pH[16,4]	41.684	0.461	40.800	41.726	42.581
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.263	0.021	0.223	0.263	0.304
beta4_pH[2,1]	0.211	0.005	0.201	0.211	0.221
beta4_pH[3,1]	0.172	0.007	0.158	0.172	0.187
beta4_pH[4,1]	0.294	0.011	0.271	0.294	0.316
beta4_pH[5,1]	0.412	0.264	0.083	0.374	0.934
beta4_pH[6,1]	0.764	0.332	0.315	0.726	1.405
beta4_pH[7,1]	0.842	0.329	0.356	0.791	1.615
beta4_pH[8,1]	0.157	0.069	0.041	0.150	0.308
beta4_pH[9,1]	0.215	0.086	0.065	0.210	0.397
beta4_pH[10,1]	0.001	0.001	0.000	0.001	0.003
beta4_pH[11,1]	0.446	0.012	0.424	0.446	0.468
beta4_pH[12,1]	0.643	0.023	0.600	0.643	0.691
beta4_pH[13,1]	0.630	0.014	0.603	0.630	0.657
beta4_pH[14,1]	0.670	0.031	0.609	0.669	0.733
beta4_pH[15,1]	0.797	0.021	0.757	0.796	0.838
beta4_pH[16,1]	1.214	0.041	1.133	1.214	1.292
beta4_pH[1,2]	0.298	0.096	0.128	0.294	0.498
beta4_pH[2,2]	0.514	0.023	0.471	0.513	0.559
beta4_pH[3,2]	0.446	0.012	0.424	0.446	0.470
beta4_pH[4,2]	0.654	0.037	0.584	0.655	0.730
beta4_pH[5,2]	0.727	0.997	0.099	0.524	2.478
beta4_pH[6,2]	0.916	0.793	0.199	0.746	2.709
beta4_pH[7,2]	0.894	0.444	0.352	0.815	1.933
beta4_pH[8,2]	0.845	0.205	0.474	0.832	1.286
beta4_pH[9,2]	1.158	1.205	0.288	0.871	3.651
beta4_pH[10,2]	0.456	0.051	0.359	0.454	0.557
beta4_pH[11,2]	1.271	0.051	1.174	1.271	1.370
beta4_pH[12,2]	0.609	0.110	0.408	0.604	0.842
beta4_pH[13,2]	0.954	0.045	0.866	0.952	1.045
beta4_pH[14,2]	0.933	0.062	0.813	0.932	1.056
beta4_pH[15,2]	1.009	0.025	0.961	1.009	1.060
beta4_pH[16,2]	1.389	0.075	1.243	1.389	1.537
beta4_pH[1,3]	0.243	0.078	0.104	0.240	0.411
beta4_pH[2,3]	0.050	0.017	0.019	0.050	0.086
beta4_pH[3,3]	0.052	0.010	0.033	0.052	0.071
beta4_pH[4,3]	0.166	0.030	0.107	0.166	0.227
beta4_pH[5,3]	0.744	0.935	0.115	0.547	2.665
beta4_pH[6,3]	0.871	0.694	0.193	0.707	2.561
beta4_pH[7,3]	0.884	0.425	0.350	0.817	1.795
beta4_pH[8,3]	0.394	0.184	0.101	0.374	0.822
beta4_pH[9,3]	0.918	0.846	0.167	0.706	2.833
beta4_pH[10,3]	0.056	0.038	0.003	0.050	0.143
beta4_pH[11,3]	0.621	0.264	0.262	0.572	1.279
beta4_pH[12,3]	0.735	0.254	0.383	0.691	1.341
beta4_pH[13,3]	0.805	0.377	0.315	0.729	1.759
beta4_pH[14,3]	0.862	0.216	0.504	0.837	1.348
beta4_pH[15,3]	0.794	0.201	0.469	0.774	1.242
beta4_pH[16,3]	0.833	0.381	0.317	0.764	1.754
beta4_pH[1,4]	0.639	0.379	0.200	0.554	1.609
beta4_pH[2,4]	0.818	0.929	0.112	0.588	2.994
beta4_pH[3,4]	0.894	0.984	0.110	0.619	3.288
beta4_pH[4,4]	0.746	0.590	0.216	0.627	2.011
beta4_pH[5,4]	0.782	1.003	0.108	0.556	2.893
beta4_pH[6,4]	0.919	0.829	0.217	0.736	2.623
beta4_pH[7,4]	0.893	0.452	0.343	0.817	1.909
beta4_pH[8,4]	0.742	0.715	0.144	0.588	2.230
beta4_pH[9,4]	0.771	0.918	0.119	0.555	2.834
beta4_pH[10,4]	1.422	2.822	0.007	0.378	9.833
beta4_pH[11,4]	0.427	0.019	0.390	0.427	0.464
beta4_pH[12,4]	0.535	0.044	0.448	0.534	0.624
beta4_pH[13,4]	0.836	0.033	0.772	0.835	0.898
beta4_pH[14,4]	0.876	0.061	0.761	0.875	1.000
beta4_pH[15,4]	0.617	0.018	0.582	0.618	0.653
beta4_pH[16,4]	0.664	0.043	0.579	0.663	0.748
beta4_pH[1,5]	0.628	0.349	0.206	0.555	1.516
beta4_pH[2,5]	0.804	0.837	0.107	0.575	3.047
beta4_pH[3,5]	0.916	1.082	0.105	0.607	3.589
beta4_pH[4,5]	0.731	0.479	0.213	0.617	1.947
beta4_pH[5,5]	0.756	0.878	0.098	0.559	2.582
beta4_pH[6,5]	0.925	0.775	0.212	0.746	2.784
beta4_pH[7,5]	0.901	0.422	0.345	0.819	1.891
beta4_pH[8,5]	0.740	0.646	0.140	0.596	2.376
beta4_pH[9,5]	0.805	1.080	0.121	0.565	2.747
beta4_pH[10,5]	1.600	3.339	0.008	0.400	12.205
beta4_pH[11,5]	0.309	0.082	0.159	0.305	0.483
beta4_pH[12,5]	0.873	0.299	0.455	0.813	1.620
beta4_pH[13,5]	2.563	0.358	1.889	2.561	3.316
beta4_pH[14,5]	0.851	0.196	0.529	0.833	1.290
beta4_pH[15,5]	0.931	0.079	0.795	0.924	1.110
beta4_pH[16,5]	0.966	0.391	0.389	0.901	1.938
beta0_pelagic[1]	2.268	0.036	2.197	2.268	2.341
beta0_pelagic[2]	1.538	0.007	1.524	1.538	1.552
beta0_pelagic[3]	0.206	0.261	-0.421	0.273	0.578
beta0_pelagic[4]	0.184	0.232	-0.395	0.207	0.573
beta0_pelagic[5]	1.443	0.157	1.144	1.441	1.761
beta0_pelagic[6]	1.356	0.061	1.246	1.354	1.479
beta0_pelagic[7]	1.471	0.039	1.399	1.470	1.550
beta0_pelagic[8]	1.671	0.043	1.590	1.670	1.754
beta0_pelagic[9]	2.776	0.063	2.655	2.775	2.909
beta0_pelagic[10]	2.603	0.031	2.544	2.602	2.663
beta0_pelagic[11]	-0.129	0.197	-0.586	-0.098	0.192
beta0_pelagic[12]	1.800	0.035	1.736	1.799	1.870
beta0_pelagic[13]	-1.246	0.633	-2.637	-1.179	-0.202
beta0_pelagic[14]	-0.260	0.162	-0.607	-0.252	0.036
beta0_pelagic[15]	-0.211	0.035	-0.301	-0.196	-0.180
beta0_pelagic[16]	-0.597	0.386	-1.360	-0.557	0.000
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.741	0.285	0.296	0.693	1.454
beta1_pelagic[4]	0.868	0.259	0.424	0.846	1.492
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.141	0.275	0.687	1.101	1.768
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	3.399	0.802	1.738	3.406	4.884
beta1_pelagic[14]	1.707	0.396	1.099	1.641	2.712
beta1_pelagic[15]	0.102	0.168	0.000	0.017	0.625
beta1_pelagic[16]	1.767	0.611	0.844	1.699	3.005
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.521	6.156	0.215	4.791	22.409
beta2_pelagic[4]	6.985	5.907	0.275	5.546	22.028
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	1.803	1.546	0.282	1.295	5.938
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	0.147	0.059	0.078	0.133	0.301
beta2_pelagic[14]	0.924	0.841	0.230	0.650	3.457
beta2_pelagic[15]	2.681	1.921	0.167	2.306	7.188
beta2_pelagic[16]	0.629	0.897	0.112	0.295	3.748
beta3_pelagic[1]	28.826	3.905	22.414	28.888	35.162
beta3_pelagic[2]	28.712	3.937	22.333	28.722	35.158
beta3_pelagic[3]	27.979	2.763	23.213	28.466	32.580
beta3_pelagic[4]	25.940	1.283	23.047	26.214	28.566
beta3_pelagic[5]	29.593	6.629	18.619	29.803	40.509
beta3_pelagic[6]	29.337	6.650	18.546	29.259	40.358
beta3_pelagic[7]	29.536	6.595	18.696	29.467	40.453
beta3_pelagic[8]	29.649	6.677	18.662	29.783	40.437
beta3_pelagic[9]	29.479	6.630	18.659	29.418	40.454
beta3_pelagic[10]	29.472	6.663	18.537	29.453	40.373
beta3_pelagic[11]	30.218	1.319	27.739	30.147	33.229
beta3_pelagic[12]	30.000	0.000	30.000	30.000	30.000
beta3_pelagic[13]	31.779	4.993	23.582	31.552	41.138
beta3_pelagic[14]	34.075	1.596	31.384	33.926	38.032
beta3_pelagic[15]	34.289	5.737	23.508	35.089	41.770
beta3_pelagic[16]	30.717	2.865	25.648	30.541	37.691
beta0_yellow[1]	-0.485	0.080	-0.637	-0.485	-0.335
beta0_yellow[2]	0.537	0.090	0.316	0.547	0.683
beta0_yellow[3]	-0.208	0.125	-0.457	-0.214	0.014
beta0_yellow[4]	0.874	0.274	0.105	0.952	1.194
beta0_yellow[5]	0.248	0.333	-0.471	0.276	0.818
beta0_yellow[6]	0.817	0.104	0.620	0.817	1.020
beta0_yellow[7]	1.013	0.101	0.820	1.010	1.214
beta0_yellow[8]	1.017	0.093	0.829	1.017	1.201
beta0_yellow[9]	0.442	0.100	0.248	0.444	0.637
beta0_yellow[10]	0.539	0.071	0.402	0.537	0.677
beta0_yellow[11]	-0.191	0.118	-0.454	-0.180	0.017
beta0_yellow[12]	-1.093	0.096	-1.279	-1.096	-0.909
beta0_yellow[13]	-1.354	0.173	-1.723	-1.343	-1.057
beta0_yellow[14]	-0.259	0.167	-0.611	-0.237	-0.015
beta0_yellow[15]	-1.235	0.121	-1.509	-1.224	-1.029
beta0_yellow[16]	-0.255	0.094	-0.437	-0.256	-0.066
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	1.012	0.242	0.577	1.004	1.496
beta1_yellow[3]	0.469	0.248	0.019	0.482	0.917
beta1_yellow[4]	1.384	0.639	0.657	1.206	3.358
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	0.225	0.299	0.001	0.057	0.987
beta1_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[13]	0.917	0.892	0.023	0.717	3.865
beta1_yellow[14]	0.643	0.931	0.012	0.369	3.709
beta1_yellow[15]	0.153	0.199	0.011	0.073	0.670
beta1_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-7.649	5.768	-21.592	-6.366	-0.375
beta2_yellow[3]	-7.833	5.704	-21.282	-6.722	-0.438
beta2_yellow[4]	-5.458	5.878	-19.934	-3.335	-0.116
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-7.772	5.737	-21.002	-6.615	-0.379
beta2_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[13]	-6.247	5.370	-19.430	-4.723	-0.315
beta2_yellow[14]	-6.888	5.194	-18.902	-6.102	-0.266
beta2_yellow[15]	-7.413	5.514	-20.648	-6.285	-0.366
beta2_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.982	1.245	27.324	28.704	32.531
beta3_yellow[3]	32.404	3.317	23.242	32.653	38.661
beta3_yellow[4]	29.801	3.401	23.073	28.637	35.903
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	35.251	3.785	30.352	34.210	43.378
beta3_yellow[12]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[13]	34.066	2.712	29.476	34.052	40.664
beta3_yellow[14]	34.236	3.690	29.190	33.761	43.085
beta3_yellow[15]	36.436	3.837	30.279	36.295	43.662
beta3_yellow[16]	35.000	0.000	35.000	35.000	35.000
beta0_black[1]	0.013	0.074	-0.130	0.012	0.161
beta0_black[2]	1.855	0.032	1.792	1.855	1.919
beta0_black[3]	1.240	0.038	1.164	1.240	1.314
beta0_black[4]	2.425	0.047	2.333	2.426	2.512
beta0_black[5]	5.194	2.466	1.829	4.677	11.488
beta0_black[6]	5.270	2.229	2.663	4.659	11.396
beta0_black[7]	4.100	2.123	1.591	3.537	10.020
beta0_black[8]	0.885	0.216	0.481	0.879	1.345
beta0_black[9]	2.807	0.265	2.306	2.807	3.335
beta0_black[10]	1.288	0.050	1.193	1.286	1.386
beta0_black[11]	2.978	0.052	2.876	2.978	3.079
beta0_black[12]	4.916	0.194	4.538	4.919	5.297
beta0_black[13]	0.445	0.332	0.013	0.369	1.226
beta0_black[14]	2.852	0.105	2.645	2.853	3.059
beta0_black[15]	0.722	0.052	0.620	0.723	0.824
beta0_black[16]	3.773	0.074	3.630	3.773	3.919
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.573	1.806	-7.002	-2.173	-0.281
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	37.450	3.117	28.536	38.115	41.077
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.327	0.091	-0.509	-0.326	-0.146
beta4_black[2]	0.258	0.053	0.161	0.258	0.361
beta4_black[3]	-0.721	0.064	-0.843	-0.721	-0.597
beta4_black[4]	0.627	0.130	0.376	0.623	0.879
beta4_black[5]	0.800	1.616	-1.185	0.506	4.565
beta4_black[6]	0.866	1.582	-0.868	0.557	4.159
beta4_black[7]	0.791	1.550	-0.977	0.521	4.136
beta4_black[8]	0.084	0.282	-0.530	0.095	0.605
beta4_black[9]	1.039	0.798	-0.063	0.888	3.032
beta4_black[10]	0.075	0.066	-0.055	0.074	0.204
beta4_black[11]	-0.608	0.065	-0.731	-0.610	-0.480
beta4_black[12]	1.235	0.288	0.690	1.232	1.799
beta4_black[13]	-1.003	0.078	-1.156	-1.004	-0.852
beta4_black[14]	0.217	0.181	-0.136	0.219	0.566
beta4_black[15]	0.002	0.046	-0.086	0.002	0.093
beta4_black[16]	-0.414	0.116	-0.641	-0.413	-0.187
beta0_dsr[11]	-0.338	0.009	-0.357	-0.338	-0.320
beta0_dsr[12]	1.420	0.044	1.335	1.421	1.507
beta0_dsr[13]	0.143	0.021	0.102	0.143	0.185
beta0_dsr[14]	-0.128	0.017	-0.160	-0.128	-0.095
beta0_dsr[15]	0.196	0.014	0.168	0.196	0.224
beta0_dsr[16]	0.208	0.015	0.179	0.208	0.239
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	0.548	0.036	0.479	0.549	0.618
beta4_dsr[12]	0.788	0.232	0.348	0.786	1.256
beta4_dsr[13]	-0.078	0.040	-0.159	-0.079	0.002
beta4_dsr[14]	-0.214	0.073	-0.360	-0.213	-0.075
beta4_dsr[15]	0.227	0.022	0.184	0.226	0.268
beta4_dsr[16]	-0.098	0.045	-0.186	-0.098	-0.011
beta0_slope[11]	-2.198	0.021	-2.240	-2.198	-2.158
beta0_slope[12]	-5.150	0.176	-5.480	-5.152	-4.780
beta0_slope[13]	-1.473	0.035	-1.542	-1.473	-1.407
beta0_slope[14]	-2.685	0.048	-2.780	-2.684	-2.595
beta0_slope[15]	-1.590	0.023	-1.636	-1.590	-1.543
beta0_slope[16]	-3.015	0.047	-3.109	-3.015	-2.925
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.345	0.075	-0.495	-0.344	-0.204
beta4_slope[12]	-4.274	0.825	-6.043	-4.211	-2.843
beta4_slope[13]	0.309	0.053	0.206	0.307	0.418
beta4_slope[14]	-0.188	0.147	-0.474	-0.186	0.098
beta4_slope[15]	-0.364	0.034	-0.431	-0.364	-0.299
beta4_slope[16]	0.222	0.105	0.014	0.224	0.429
beta5_slope[11]	3.071	0.108	2.868	3.070	3.287
beta5_slope[12]	1.576	0.417	0.845	1.558	2.436
beta5_slope[13]	0.847	0.079	0.690	0.847	1.000
beta5_slope[14]	3.781	0.369	3.130	3.768	4.550
beta5_slope[15]	1.415	0.072	1.276	1.414	1.561
beta5_slope[16]	2.681	0.227	2.265	2.672	3.157
tau_comp[1]	3.790	0.287	3.252	3.782	4.377
tau_comp[2]	2.859	0.261	2.394	2.848	3.404
tau_comp[3]	0.872	0.076	0.731	0.868	1.029
tau_comp[4]	1.354	0.213	0.990	1.335	1.824
tau_comp[5]	1.206	0.172	0.906	1.196	1.570
sigma_H[1]	0.204	0.047	0.116	0.201	0.303
sigma_H[2]	0.174	0.028	0.127	0.171	0.237
sigma_H[3]	0.189	0.040	0.114	0.186	0.277
sigma_H[4]	0.463	0.079	0.331	0.454	0.638
sigma_H[5]	0.966	0.202	0.598	0.955	1.387
sigma_H[6]	0.541	0.195	0.160	0.535	0.933
sigma_H[7]	0.310	0.061	0.215	0.301	0.450
sigma_H[8]	0.417	0.089	0.262	0.410	0.603
sigma_H[9]	0.513	0.117	0.329	0.499	0.779
sigma_H[10]	0.209	0.039	0.144	0.205	0.294
sigma_H[11]	0.266	0.045	0.190	0.261	0.368
sigma_H[12]	0.382	0.148	0.202	0.333	0.718
sigma_H[13]	0.221	0.036	0.159	0.218	0.300
sigma_H[14]	0.499	0.089	0.346	0.492	0.699
sigma_H[15]	0.231	0.038	0.167	0.227	0.319
sigma_H[16]	0.213	0.040	0.144	0.210	0.306
lambda_H[1]	2.146	3.501	0.078	0.962	11.581
lambda_H[2]	5.298	5.184	0.495	3.840	18.472
lambda_H[3]	5.119	7.038	0.288	2.698	24.001
lambda_H[4]	0.006	0.004	0.001	0.005	0.018
lambda_H[5]	2.637	6.432	0.031	0.670	19.704
lambda_H[6]	6.407	13.241	0.008	0.412	45.591
lambda_H[7]	0.012	0.008	0.002	0.010	0.033
lambda_H[8]	7.857	9.894	0.092	4.261	35.938
lambda_H[9]	0.015	0.010	0.003	0.013	0.040
lambda_H[10]	0.223	0.278	0.025	0.152	0.874
lambda_H[11]	0.225	0.332	0.010	0.110	1.070
lambda_H[12]	3.610	5.223	0.175	2.068	15.786
lambda_H[13]	3.241	3.154	0.257	2.343	11.441
lambda_H[14]	3.456	4.108	0.239	2.182	15.337
lambda_H[15]	0.018	0.019	0.003	0.014	0.059
lambda_H[16]	0.534	0.771	0.037	0.282	2.405
mu_lambda_H[1]	4.086	1.898	1.026	3.886	8.294
mu_lambda_H[2]	3.657	1.966	0.465	3.491	7.793
mu_lambda_H[3]	3.414	1.869	0.705	3.120	7.707
sigma_lambda_H[1]	8.057	4.252	1.698	7.493	17.679
sigma_lambda_H[2]	8.036	4.702	0.741	7.440	18.199
sigma_lambda_H[3]	6.288	4.095	0.956	5.435	16.440
beta_H[1,1]	6.475	1.341	3.310	6.688	8.421
beta_H[2,1]	9.778	0.596	8.506	9.813	10.854
beta_H[3,1]	7.815	0.787	5.879	7.898	9.136
beta_H[4,1]	10.471	7.467	-4.492	10.588	25.406
beta_H[5,1]	-0.285	2.520	-5.361	-0.158	4.055
beta_H[6,1]	3.175	4.330	-7.615	4.769	8.239
beta_H[7,1]	1.106	5.618	-10.500	1.370	11.519
beta_H[8,1]	1.287	3.878	-2.681	1.228	3.506
beta_H[9,1]	13.668	5.789	2.409	13.565	25.340
beta_H[10,1]	6.831	1.850	3.095	6.932	10.514
beta_H[11,1]	4.868	3.512	-2.728	5.469	9.851
beta_H[12,1]	2.626	1.089	0.677	2.549	5.054
beta_H[13,1]	9.073	0.851	7.243	9.127	10.522
beta_H[14,1]	2.153	1.016	0.213	2.141	4.197
beta_H[15,1]	-7.050	3.310	-13.123	-7.232	0.003
beta_H[16,1]	3.793	2.845	-0.831	3.440	10.332
beta_H[1,2]	7.780	0.270	7.217	7.783	8.292
beta_H[2,2]	9.885	0.161	9.570	9.886	10.206
beta_H[3,2]	8.792	0.200	8.391	8.795	9.191
beta_H[4,2]	3.058	1.433	0.342	3.042	5.926
beta_H[5,2]	1.757	0.980	-0.207	1.754	3.646
beta_H[6,2]	6.076	1.074	3.638	6.208	7.861
beta_H[7,2]	2.418	1.058	0.515	2.382	4.633
beta_H[8,2]	2.998	1.116	1.222	3.154	4.243
beta_H[9,2]	3.184	1.122	1.048	3.187	5.535
beta_H[10,2]	8.038	0.368	7.283	8.052	8.740
beta_H[11,2]	9.823	0.633	8.861	9.715	11.200
beta_H[12,2]	3.935	0.370	3.245	3.928	4.701
beta_H[13,2]	9.143	0.245	8.687	9.140	9.637
beta_H[14,2]	4.012	0.340	3.349	4.008	4.689
beta_H[15,2]	11.539	0.597	10.290	11.562	12.659
beta_H[16,2]	4.476	0.819	2.974	4.449	6.140
beta_H[1,3]	8.448	0.263	7.960	8.440	8.968
beta_H[2,3]	9.859	0.147	9.566	9.861	10.157
beta_H[3,3]	9.459	0.165	9.147	9.452	9.809
beta_H[4,3]	-2.165	0.876	-3.919	-2.175	-0.452
beta_H[5,3]	3.891	0.602	2.698	3.894	5.097
beta_H[6,3]	8.347	1.181	6.679	8.002	10.904
beta_H[7,3]	-2.573	0.621	-3.810	-2.569	-1.387
beta_H[8,3]	5.303	0.527	4.701	5.227	6.440
beta_H[9,3]	-2.723	0.704	-4.174	-2.703	-1.408
beta_H[10,3]	8.542	0.280	7.975	8.541	9.095
beta_H[11,3]	8.505	0.287	7.887	8.528	9.005
beta_H[12,3]	5.258	0.319	4.518	5.296	5.787
beta_H[13,3]	8.861	0.175	8.499	8.867	9.195
beta_H[14,3]	5.771	0.270	5.173	5.794	6.251
beta_H[15,3]	10.266	0.294	9.705	10.260	10.867
beta_H[16,3]	6.000	0.576	4.831	6.028	7.036
beta_H[1,4]	8.089	0.185	7.712	8.099	8.426
beta_H[2,4]	9.854	0.131	9.581	9.861	10.092
beta_H[3,4]	9.949	0.150	9.624	9.956	10.221
beta_H[4,4]	11.802	0.473	10.866	11.821	12.711
beta_H[5,4]	5.577	0.728	4.368	5.503	7.203
beta_H[6,4]	7.234	0.912	5.314	7.456	8.514
beta_H[7,4]	8.545	0.343	7.887	8.542	9.217
beta_H[8,4]	6.724	0.267	6.216	6.736	7.170
beta_H[9,4]	7.434	0.443	6.580	7.429	8.329
beta_H[10,4]	7.529	0.228	7.101	7.524	8.007
beta_H[11,4]	9.505	0.190	9.130	9.503	9.885
beta_H[12,4]	7.251	0.198	6.860	7.246	7.670
beta_H[13,4]	9.055	0.143	8.763	9.059	9.331
beta_H[14,4]	7.818	0.211	7.419	7.809	8.260
beta_H[15,4]	9.467	0.220	9.026	9.467	9.917
beta_H[16,4]	9.417	0.235	8.969	9.410	9.887
beta_H[1,5]	8.898	0.151	8.590	8.899	9.192
beta_H[2,5]	10.676	0.100	10.496	10.672	10.887
beta_H[3,5]	10.764	0.159	10.467	10.759	11.081
beta_H[4,5]	8.348	0.491	7.434	8.334	9.369
beta_H[5,5]	5.203	0.592	3.742	5.266	6.185
beta_H[6,5]	8.958	0.629	8.012	8.820	10.360
beta_H[7,5]	6.567	0.340	5.892	6.563	7.260
beta_H[8,5]	8.247	0.216	7.902	8.228	8.664
beta_H[9,5]	8.191	0.446	7.269	8.196	9.041
beta_H[10,5]	10.044	0.231	9.583	10.046	10.486
beta_H[11,5]	11.592	0.222	11.156	11.592	12.017
beta_H[12,5]	8.618	0.187	8.248	8.618	8.989
beta_H[13,5]	10.125	0.132	9.882	10.119	10.404
beta_H[14,5]	9.240	0.218	8.840	9.230	9.693
beta_H[15,5]	11.290	0.235	10.834	11.288	11.741
beta_H[16,5]	9.868	0.184	9.480	9.873	10.218
beta_H[1,6]	10.126	0.237	9.744	10.095	10.710
beta_H[2,6]	11.466	0.112	11.246	11.467	11.679
beta_H[3,6]	10.616	0.155	10.279	10.622	10.891
beta_H[4,6]	12.919	0.868	11.171	12.941	14.543
beta_H[5,6]	5.664	0.632	4.549	5.641	6.932
beta_H[6,6]	8.757	0.569	7.552	8.788	9.795
beta_H[7,6]	10.545	0.581	9.404	10.539	11.661
beta_H[8,6]	9.521	0.283	9.057	9.542	9.944
beta_H[9,6]	8.302	0.751	6.907	8.295	9.888
beta_H[10,6]	9.140	0.347	8.422	9.163	9.761
beta_H[11,6]	10.693	0.358	9.941	10.724	11.335
beta_H[12,6]	9.374	0.240	8.908	9.362	9.896
beta_H[13,6]	11.068	0.150	10.769	11.067	11.369
beta_H[14,6]	9.905	0.281	9.348	9.908	10.451
beta_H[15,6]	10.530	0.416	9.710	10.525	11.335
beta_H[16,6]	10.585	0.253	10.062	10.591	11.088
beta_H[1,7]	10.084	1.280	6.771	10.397	11.821
beta_H[2,7]	12.139	0.498	11.057	12.168	13.036
beta_H[3,7]	10.290	0.671	8.786	10.355	11.419
beta_H[4,7]	1.429	4.446	-7.247	1.321	10.297
beta_H[5,7]	5.873	2.051	1.964	5.883	9.801
beta_H[6,7]	7.206	3.169	-0.850	8.394	10.796
beta_H[7,7]	7.665	2.955	1.922	7.691	13.606
beta_H[8,7]	10.874	1.059	9.101	10.851	12.383
beta_H[9,7]	4.893	3.900	-3.128	4.939	12.304
beta_H[10,7]	10.077	1.608	7.318	9.943	13.585
beta_H[11,7]	11.370	1.823	8.120	11.232	15.407
beta_H[12,7]	9.776	0.951	7.609	9.848	11.426
beta_H[13,7]	11.671	0.695	10.072	11.736	12.871
beta_H[14,7]	10.627	0.911	8.724	10.657	12.348
beta_H[15,7]	14.061	2.180	9.774	14.041	18.459
beta_H[16,7]	12.854	1.412	10.482	12.712	16.007
beta0_H[1]	7.945	19.205	-32.424	8.575	45.110
beta0_H[2]	10.403	8.083	-5.977	10.479	26.854
beta0_H[3]	9.666	9.733	-9.892	9.572	30.507
beta0_H[4]	6.721	189.191	-381.789	7.837	409.084
beta0_H[5]	3.657	27.886	-50.864	4.342	58.493
beta0_H[6]	7.297	49.562	-109.532	7.972	119.358
beta0_H[7]	7.757	135.577	-259.646	6.054	287.053
beta0_H[8]	6.501	38.526	-20.023	6.277	29.978
beta0_H[9]	5.125	121.564	-239.506	6.711	244.339
beta0_H[10]	8.803	37.912	-64.924	8.377	85.962
beta0_H[11]	7.811	53.368	-105.054	8.467	113.925
beta0_H[12]	6.519	12.836	-18.381	6.674	32.276
beta0_H[13]	9.542	10.215	-11.168	9.616	29.426
beta0_H[14]	7.152	11.335	-15.960	7.118	29.486
beta0_H[15]	7.152	117.810	-233.170	8.143	235.241
beta0_H[16]	9.400	30.607	-52.358	8.480	75.661

Rockfish Historical Harvest Estimates

Phil Joy & Adam Reimer

February 2025